{"id":"W4392624708","doi":"10.1016/j.vgie.2024.03.002","title":"Enhancing closure efficacy in antireflux mucoplasty through endoscopic hand-suturing technique","year":2024,"lang":"en","type":"article","venue":"VideoGIE","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Closure (psychology); Surgery; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008002361,0.0003172222,0.0005773682,0.000501718,0.0001785578,0.0002928363,0.0002793694,0.0002908333,0.00288491],"category_scores_gemma":[0.001360188,0.00009216863,0.0005942644,0.0002014695,0.000239124,0.0005690842,0.000240126,0.0004994391,0.0002774876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329108,"about_ca_system_score_gemma":0.0002268748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002133022,"about_ca_topic_score_gemma":0.0003341537,"domain_scores_codex":[0.9995421,0.0001223399,0.00004792384,0.00006929457,0.000143981,0.00007437917],"domain_scores_gemma":[0.9994628,0.0002343129,0.0001472757,0.00004213968,0.00003996796,0.00007359111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"design_other","study_design_scores_codex":[0.02255711,0.009120825,0.008348833,0.003449217,0.0004023007,0.001183804,0.0002643104,0.0005996951,0.2019752,0.0003716117,0.001449683,0.7502773],"study_design_scores_gemma":[0.009136354,0.356958,0.2588581,0.00166214,0.002639843,0.01169934,0.0006146306,0.008948484,0.310533,0.000831832,0.03794584,0.0001724236],"study_design_candidate":"design_other","study_design_consensus":"design_other","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9736876,0.02060881,0.002602764,0.0001712928,0.0003262329,0.0002177464,0.00006320744,0.00009777967,0.002224498],"genre_scores_gemma":[0.9863745,0.007142091,0.004809628,0.0001300411,0.0002684815,0.0001435459,0.00006978663,0.0000194005,0.001042476],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00288491,"threshold_uncertainty_score":0.009650946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477506842711917,"score_gpt":0.3283048990471595,"score_spread":0.3035298306200403,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}